{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 15: Mean [Entropic Value at Risk (EVaR)](https://en.wikipedia.org/wiki/Entropic_value_at_risk) Optimization\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>-2.0256%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4035%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5783%</td>\n",
       "      <td>0.9483%</td>\n",
       "      <td>-1.1953%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9758%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2410%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4864%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2411%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5867%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>0.3108%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9035%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1388%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9770%</td>\n",
       "      <td>-1.2206%</td>\n",
       "      <td>-0.8856%</td>\n",
       "      <td>-4.6058%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0309%</td>\n",
       "      <td>-1.0410%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0020%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7642%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1538%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1448%</td>\n",
       "      <td>0.0896%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9720%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-4.3383%</td>\n",
       "      <td>0.1693%</td>\n",
       "      <td>-1.6850%</td>\n",
       "      <td>-1.0216%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5287%</td>\n",
       "      <td>0.6617%</td>\n",
       "      <td>0.0330%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6435%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9869%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0256%  0.4057%  0.4035%  1.9693%  0.0180%  0.9305%  0.3678%   \n",
       "2016-01-06 -11.4864% -1.5879%  0.2411% -1.7557% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1388% -4.1922% -1.6573% -2.7699% -1.1047% -1.9770% -1.2206%   \n",
       "2016-01-08   0.2736% -2.2705% -1.6037% -2.5425%  0.1099% -0.2241%  0.5706%   \n",
       "2016-01-11  -4.3383%  0.1693% -1.6850% -1.0216%  0.0915% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5783%  0.9483% -1.1953%  ...  1.5881%  0.0212%  2.8236%   \n",
       "2016-01-06 -1.1239% -3.5867% -0.9551%  ...  0.5547%  0.0212%  0.1592%   \n",
       "2016-01-07 -0.8856% -4.6058% -2.5394%  ... -2.2066% -3.0309% -1.0410%   \n",
       "2016-01-08 -1.6402% -1.7642% -0.1649%  ... -0.1538% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5287%  0.6617%  0.0330%  ...  1.6435%  0.0000%  0.9869%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9758%  0.6987%  1.7539% -0.1730%  0.2410%  1.3734% -1.0857%  \n",
       "2016-01-06 -1.5647%  0.3108% -1.0155% -0.7653% -3.0048% -0.9035% -2.9145%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2845% -2.0570% -0.5492% -3.0020%  \n",
       "2016-01-08 -0.1448%  0.0896% -3.3839% -0.1117% -1.1387% -0.9720% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5367% -0.4607%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean EVaR Portfolios\n",
    "\n",
    "### 2.1 Calculating the portfolio that optimize EVaR ratio.\n",
    "\n",
    "The Entropic Value at Risk which is a new risk measure introduced by Ahmadi-Javid (2012) and is defined as:\n",
    "\n",
    "$$\n",
    "\\text{EVaR}_{\\alpha}(X) = \\inf_{z>0} \\left \\{z\\log \\left ( \\frac{1}{\\alpha} M_{X} (\\frac{1}{z}) \\right ) \\right \\}\n",
    "$$\n",
    "\n",
    "Where $M_{X} (t) = \\text{E} [e^{tX}]$ is the moment generating function and $\\alpha \\in [0,1]$ is the significance level.\n",
    "    \n",
    "In a similar way than Markowitz model, the mean EVaR model can be expressed as one of the following problems:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\min_{w,\\, z} & & \\text{EVaR}_{\\alpha}(r w)\\\\\n",
    "& & & 1^{T}w = 0 \\\\\n",
    "& & & w \\geq 0 \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\max_{w,\\, z} & & \\mu w - \\lambda \\text{EVaR}_{\\alpha}(r w)\\\\\n",
    "& & & 1^{T}w = 0 \\\\\n",
    "& & & w \\geq 0 \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\max_{w,\\, z} & & \\frac{\\mu w - r_{f}}{ \\text{EVaR}_{\\alpha}(r w)}\\\\\n",
    "& & & 1^{T}w = 0 \\\\\n",
    "& & & w \\geq 0 \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Where $z$ is the factor of EVaR, $w$ are the weights of assets, $\\mu$ is the mean vector, $\\lambda$ is the risk aversion factor, $r$ is the returns matrix and $r_{f}$ the risk free rate. For more details see this __[link](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3792520)__.\n",
    "\n",
    "It is recommended to use MOSEK to optimize EVaR, due to it requires exponential cone programming to solve the problem.\n",
    "\n",
    "Instructions to install MOSEK are in this __[link](https://docs.mosek.com/9.2/install/installation.html)__, is better to install using Anaconda. Also you will need a license, I recommend you that ask for an academic license __[here](https://www.mosek.com/products/academic-licenses/)__."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.5491%</td>\n",
       "      <td>4.4644%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>30.2657%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.0212%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA      CNP     CPB      DE  \\\n",
       "weights 0.0000% 1.5491% 4.4644% 0.0000% 0.0000% 30.2657% 0.0000% 0.0000%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T      TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 14.0212%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0000% 0.0000% 0.0000% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimum portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "port.solvers = ['MOSEK'] # It is recommended to use mosek when optimizing EVaR \n",
    "port.alpha = 0.05 # Significance level for CVaR, EVaR y CDaR \n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'EVaR' # Risk measure used, this time will be EVaR\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w, title='Sharpe Mean - Entropic Value at Risk', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.0500%</td>\n",
       "      <td>1.0884%</td>\n",
       "      <td>6.1896%</td>\n",
       "      <td>12.0556%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.1718%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>22.5158%</td>\n",
       "      <td>0.5115%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.2624%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0231%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.6829%</td>\n",
       "      <td>5.2164%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>18.6375%</td>\n",
       "      <td>10.5613%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.9523%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>15.8360%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.8002%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.2318%</td>\n",
       "      <td>2.3766%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>23.7212%</td>\n",
       "      <td>10.7550%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.4047%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>16.7012%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.1149%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.6461%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>26.1754%</td>\n",
       "      <td>8.9894%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>16.5503%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.1060%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>27.5220%</td>\n",
       "      <td>6.5957%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>15.9744%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      APA      BA      BAX      BMY   CMCSA      CNP      CPB      DE     HPQ  \\\n",
       "0 0.0000% 0.0000%  0.0000% 10.0500% 1.0884%  6.1896% 12.0556% 0.0000% 0.0000%   \n",
       "1 0.0000% 0.0000%  7.6829%  5.2164% 0.0000% 18.6375% 10.5613% 0.0000% 0.0000%   \n",
       "2 0.0000% 0.0000% 10.2318%  2.3766% 0.0000% 23.7212% 10.7550% 0.0000% 0.0000%   \n",
       "3 0.0000% 0.0000% 10.6461%  0.0000% 0.0000% 26.1754%  8.9894% 0.0000% 0.0000%   \n",
       "4 0.0000% 0.0000%  9.1060%  0.0000% 0.0000% 27.5220%  6.5957% 0.0000% 0.0000%   \n",
       "\n",
       "      JCI  ...      NI    PCAR      PSA     SEE       T      TGT     TMO  \\\n",
       "0 0.0000%  ... 1.1718% 0.0000% 22.5158% 0.5115% 0.0000% 14.2624% 0.0000%   \n",
       "1 0.0000%  ... 0.0000% 0.0000%  7.9523% 0.0000% 0.0000% 15.8360% 0.0000%   \n",
       "2 0.0000%  ... 0.0000% 0.0000%  0.4047% 0.0000% 0.0000% 16.7012% 0.0000%   \n",
       "3 0.0000%  ... 0.0000% 0.0000%  0.0000% 0.0000% 0.0000% 16.5503% 0.0000%   \n",
       "4 0.0000%  ... 0.0000% 0.0000%  0.0000% 0.0000% 0.0000% 15.9744% 0.0000%   \n",
       "\n",
       "      TXT      VZ    ZION  \n",
       "0 0.0000% 1.0231% 0.0000%  \n",
       "1 0.0000% 0.8002% 0.0000%  \n",
       "2 0.0000% 1.1149% 0.0000%  \n",
       "3 0.0000% 0.0000% 0.0000%  \n",
       "4 0.0000% 0.0000% 0.0000%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 40 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios for EVaR\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for EVaR.\n",
    "\n",
    "The risk parity portfolio for the EVaR risk measure is the solution of the problem:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\min_{w,\\, z} & & \\text{EVaR}_{\\alpha}(r w) - b \\ln(w)\\\\\n",
    "& & & 1^{T}w = 0 \\\\\n",
    "& & & w \\geq 0 \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Where $w$ are the weights of assets, $b$ is the vector of constraints, by default is a vector of 1/(number of assets)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>2.7995%</td>\n",
       "      <td>2.7649%</td>\n",
       "      <td>3.4858%</td>\n",
       "      <td>4.6725%</td>\n",
       "      <td>3.5156%</td>\n",
       "      <td>5.4988%</td>\n",
       "      <td>7.7322%</td>\n",
       "      <td>2.9529%</td>\n",
       "      <td>2.6928%</td>\n",
       "      <td>3.2650%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.3962%</td>\n",
       "      <td>3.2293%</td>\n",
       "      <td>6.0919%</td>\n",
       "      <td>3.5804%</td>\n",
       "      <td>4.0365%</td>\n",
       "      <td>5.5854%</td>\n",
       "      <td>3.2470%</td>\n",
       "      <td>3.1239%</td>\n",
       "      <td>4.1001%</td>\n",
       "      <td>2.7939%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 2.7995% 2.7649% 3.4858% 4.6725% 3.5156% 5.4988% 7.7322% 2.9529%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 2.6928% 3.2650%  ... 6.3962% 3.2293% 6.0919% 3.5804% 4.0365% 5.5854%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 3.2470% 3.1239% 4.1001% 2.7939%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = None # Risk contribution constraints vector\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp, title='Risk Parity EVaR', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.05,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
